{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Siamese_networks.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/PacktPublishing/Modern-Computer-Vision-with-PyTorch/blob/master/Chapter14/Siamese_networks.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ffad2gE9AmLs"
      },
      "source": [
        "!pip install -q torch_snippets\n",
        "from torch_snippets import *\n",
        "!wget -q https://www.dropbox.com/s/ua1rr8btkmpqjxh/face-detection.zip\n",
        "!unzip -q face-detection.zip\n",
        "device = 'cuda' if torch.cuda.is_available() else 'cpu'"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xZcDcdb2AocA"
      },
      "source": [
        "class SiameseNetworkDataset(Dataset):\n",
        "    def __init__(self, folder, transform=None, should_invert=True):\n",
        "        self.folder = folder\n",
        "        self.items = Glob(f'{self.folder}/*/*') \n",
        "        self.transform = transform\n",
        "    def __getitem__(self, ix):\n",
        "        itemA = self.items[ix]\n",
        "        person = fname(parent(itemA))\n",
        "        same_person = randint(2)\n",
        "        if same_person:\n",
        "            itemB = choose(Glob(f'{self.folder}/{person}/*', silent=True))\n",
        "        else:\n",
        "            while True:\n",
        "                itemB = choose(self.items)\n",
        "                if person != fname(parent(itemB)):\n",
        "                    break\n",
        "        imgA = read(itemA)\n",
        "        imgB = read(itemB)\n",
        "        if self.transform:\n",
        "            imgA = self.transform(imgA)\n",
        "            imgB = self.transform(imgB)\n",
        "        return imgA, imgB, np.array([1-same_person])\n",
        "    def __len__(self):\n",
        "        return len(self.items)\n"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CinJWNg2AvO_",
        "outputId": "de794434-58b7-4100-8414-ead41dda1ca4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "from torchvision import transforms\n",
        "\n",
        "trn_tfms = transforms.Compose([\n",
        "    transforms.ToPILImage(),\n",
        "    transforms.RandomHorizontalFlip(),\n",
        "    transforms.RandomAffine(5, (0.01,0.2),\n",
        "                            scale=(0.9,1.1)),\n",
        "    transforms.Resize((100,100)),\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize((0.5), (0.5))\n",
        "])\n",
        "\n",
        "val_tfms = transforms.Compose([\n",
        "    transforms.ToPILImage(),\n",
        "    transforms.Resize((100,100)),\n",
        "    transforms.ToTensor(),\n",
        "    transforms.Normalize((0.5), (0.5))\n",
        "])\n",
        "\n",
        "trn_ds = SiameseNetworkDataset(folder=\"./data/faces/training/\", transform=trn_tfms)\n",
        "val_ds = SiameseNetworkDataset(folder=\"./data/faces/testing/\", transform=val_tfms)\n",
        "\n",
        "trn_dl = DataLoader(trn_ds, shuffle=True, batch_size=64)\n",
        "val_dl = DataLoader(val_ds, shuffle=False, batch_size=64)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2020-10-05 17:18:49.095 | INFO     | torch_snippets.loader:Glob:161 - 370 files found at ./data/faces/training//*/*\n",
            "2020-10-05 17:18:49.097 | INFO     | torch_snippets.loader:Glob:161 - 30 files found at ./data/faces/testing//*/*\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a_zb_HlTAxY6"
      },
      "source": [
        "def convBlock(ni, no):\n",
        "    return nn.Sequential(\n",
        "        nn.Dropout(0.2),\n",
        "        nn.Conv2d(ni, no, kernel_size=3, padding=1, padding_mode='reflect'),\n",
        "        nn.ReLU(inplace=True),\n",
        "        nn.BatchNorm2d(no),\n",
        "    )"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_k8qYdmnAzDv"
      },
      "source": [
        "class SiameseNetwork(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(SiameseNetwork, self).__init__()\n",
        "        self.features = nn.Sequential(\n",
        "            convBlock(1,4),\n",
        "            convBlock(4,8),\n",
        "            convBlock(8,8),\n",
        "            nn.Flatten(),\n",
        "            nn.Linear(8*100*100, 500), nn.ReLU(inplace=True),\n",
        "            nn.Linear(500, 500), nn.ReLU(inplace=True),\n",
        "            nn.Linear(500, 5)\n",
        "        )\n",
        "\n",
        "    def forward(self, input1, input2):\n",
        "        output1 = self.features(input1)\n",
        "        output2 = self.features(input2)\n",
        "        return output1, output2"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qOawdFCHA1Ao"
      },
      "source": [
        "class ContrastiveLoss(torch.nn.Module):\n",
        "    \"\"\"\n",
        "    Contrastive loss function.\n",
        "    Based on: http://yann.lecun.com/exdb/publis/pdf/hadsell-chopra-lecun-06.pdf\n",
        "    \"\"\"\n",
        "\n",
        "    def __init__(self, margin=2.0):\n",
        "        super(ContrastiveLoss, self).__init__()\n",
        "        self.margin = margin\n",
        "    def forward(self, output1, output2, label):\n",
        "        euclidean_distance = F.pairwise_distance(output1, output2, keepdim = True)\n",
        "        loss_contrastive = torch.mean((1-label) * torch.pow(euclidean_distance, 2) +\n",
        "                                      (label) * torch.pow(torch.clamp(self.margin - euclidean_distance, min=0.0), 2))\n",
        "        acc = ((euclidean_distance > 0.6) == label).float().mean()\n",
        "        return loss_contrastive, acc"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r0PZEC-0A4aD"
      },
      "source": [
        "def train_batch(model, data, optimizer, criterion):\n",
        "    imgsA, imgsB, labels = [t.to(device) for t in data]\n",
        "    optimizer.zero_grad()\n",
        "    codesA, codesB = model(imgsA, imgsB)\n",
        "    loss, acc = criterion(codesA, codesB, labels)\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "    return loss.item(), acc.item()\n",
        "\n",
        "@torch.no_grad()\n",
        "def validate_batch(model, data, criterion):\n",
        "    imgsA, imgsB, labels = [t.to(device) for t in data]\n",
        "    codesA, codesB = model(imgsA, imgsB)\n",
        "    loss, acc = criterion(codesA, codesB, labels)\n",
        "    return loss.item(), acc.item()"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O99n1-N6A6Vh"
      },
      "source": [
        "model = SiameseNetwork().to(device)\n",
        "criterion = ContrastiveLoss()\n",
        "optimizer = optim.Adam(model.parameters(),lr = 0.001)"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d8u-q8l7A70U",
        "outputId": "4f932e2e-a537-4045-dd5d-90c2909d484e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 190
        }
      },
      "source": [
        "n_epochs = 200\n",
        "log = Report(n_epochs)\n",
        "\n",
        "for epoch in range(n_epochs):\n",
        "    N = len(trn_dl)\n",
        "    for i, data in enumerate(trn_dl):\n",
        "        loss, acc = train_batch(model, data, optimizer, criterion)\n",
        "        log.record(epoch+(1+i)/N, trn_loss=loss, trn_acc=acc, end='\\r')\n",
        "    N = len(val_dl)\n",
        "    for i, data in enumerate(val_dl):\n",
        "        loss, acc = validate_batch(model, data, criterion)\n",
        "        log.record(epoch+(1+i)/N, val_loss=loss, val_acc=acc, end='\\r')\n",
        "    if (epoch+1)%20==0: log.report_avgs(epoch+1)\n",
        "    if epoch==10: optimizer = optim.Adam(model.parameters(), lr=0.0005)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 20.000\ttrn_loss: 0.663\ttrn_acc: 0.660\tval_loss: 0.602\tval_acc: 0.600\t(16.50s - 148.47s remaining)\n",
            "EPOCH: 40.000\ttrn_loss: 0.430\ttrn_acc: 0.762\tval_loss: 0.465\tval_acc: 0.667\t(32.57s - 130.28s remaining)\n",
            "EPOCH: 60.000\ttrn_loss: 0.395\ttrn_acc: 0.746\tval_loss: 0.371\tval_acc: 0.700\t(48.54s - 113.26s remaining)\n",
            "EPOCH: 80.000\ttrn_loss: 0.255\ttrn_acc: 0.851\tval_loss: 0.220\tval_acc: 0.867\t(64.58s - 96.87s remaining)\n",
            "EPOCH: 100.000\ttrn_loss: 0.252\ttrn_acc: 0.852\tval_loss: 0.381\tval_acc: 0.767\t(80.24s - 80.24s remaining)\n",
            "EPOCH: 120.000\ttrn_loss: 0.212\ttrn_acc: 0.900\tval_loss: 0.214\tval_acc: 0.800\t(95.98s - 63.99s remaining)\n",
            "EPOCH: 140.000\ttrn_loss: 0.251\ttrn_acc: 0.879\tval_loss: 0.385\tval_acc: 0.833\t(111.54s - 47.80s remaining)\n",
            "EPOCH: 160.000\ttrn_loss: 0.201\ttrn_acc: 0.891\tval_loss: 0.257\tval_acc: 0.833\t(127.11s - 31.78s remaining)\n",
            "EPOCH: 180.000\ttrn_loss: 0.156\ttrn_acc: 0.920\tval_loss: 0.400\tval_acc: 0.733\t(142.95s - 15.88s remaining)\n",
            "EPOCH: 200.000\ttrn_loss: 0.174\ttrn_acc: 0.909\tval_loss: 0.377\tval_acc: 0.767\t(158.47s - 0.00s remaining)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v7PNY-3SA-9o",
        "outputId": "a93b8ff7-61e7-489d-e71c-de2c48e372d7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 905
        }
      },
      "source": [
        "log.plot_epochs(['trn_loss', 'val_loss'], log=True, title='Variation in training and validation loss')\n",
        "log.plot_epochs(['trn_acc', 'val_acc'], title='Variation in training and validation accuracy')"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "  0%|          | 0/200 [00:00<?, ?it/s]/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py:3335: RuntimeWarning: Mean of empty slice.\n",
            "  out=out, **kwargs)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars\n",
            "  ret = ret.dtype.type(ret / rcount)\n",
            "100%|██████████| 200/200 [00:00<00:00, 5808.36it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 200/200 [00:00<00:00, 5617.91it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3Zjl6wROB3sc",
        "outputId": "249cca9f-689b-4a21-def4-15e9b5097221",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 390
        }
      },
      "source": [
        "model.eval()\n",
        "val_dl = DataLoader(val_ds,num_workers=6,batch_size=1,shuffle=True)\n",
        "dataiter = iter(val_dl)\n",
        "x0, _, _ = next(dataiter)\n",
        "\n",
        "for i in range(2):\n",
        "    _, x1, label2 = next(dataiter)\n",
        "    concatenated = torch.cat((x0*0.5+0.5, x1*0.5+0.5),0)\n",
        "    output1,output2 = model(x0.cuda(),x1.cuda())\n",
        "    euclidean_distance = F.pairwise_distance(output1, output2)\n",
        "    output = 'Same Face' if euclidean_distance.item() < 0.6 else 'Different'\n",
        "    show(torchvision.utils.make_grid(concatenated),\n",
        "         title='Dissimilarity: {:.2f}\\n{}'.format(euclidean_distance.item(), output))\n",
        "    plt.show()"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nNwrC5MfDDgv"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}